{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-02-26T01:09:25.217622Z",
     "start_time": "2025-02-26T01:09:25.214552Z"
    }
   },
   "source": "import matplotlib.pyplot as plt",
   "outputs": [],
   "execution_count": 52
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:09:25.349777Z",
     "start_time": "2025-02-26T01:09:25.310226Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 传入x和y, 通过plot画图\n",
    "plt.plot([1, 0, 9], [4, 5, 6])\n",
    "plt.show()"
   ],
   "id": "eb8071d60d537b07",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 53
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:09:25.389888Z",
     "start_time": "2025-02-26T01:09:25.350897Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 10)\n",
    "y = [11, 22, 33, 44, 55, 66, 77, 88, 99]\n",
    "plt.plot(x, y)  # 画出折线图\n",
    "plt.show()"
   ],
   "id": "bc311d938087347a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 54
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:09:25.430434Z",
     "start_time": "2025-02-26T01:09:25.389888Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 8)  # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, color='green', alpha=0.5, linestyle='--', linewidth=1.5, marker='o')  # 几个参数分别是颜色，透明度，线型，线宽，标记\n",
    "plt.show()"
   ],
   "id": "21b2f10a526d7419",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 55
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:09:25.476846Z",
     "start_time": "2025-02-26T01:09:25.432441Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 8)  # x轴的位置\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y, marker='o', color='yellow', alpha=0.5, linestyle='--', linewidth=1.5)\n",
    "plt.show()  # 画出折线图"
   ],
   "id": "141731be80df6da1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 56
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.4保存图像",
   "id": "ce32969d360fbf29"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:09:25.593193Z",
     "start_time": "2025-02-26T01:09:25.477853Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "\n",
    "x = range(2, 26, 2)  # x轴的位置\n",
    "y = [random.randint(15, 30) for i in x]  # 设置y轴的位置\n",
    "print(y)\n",
    "\n",
    "# 设置图片的大小\n",
    "'''\n",
    "figsize:指定figure的宽和高，单位为英寸；\n",
    "dpi参数指定绘图对象的分辨率，即每英寸多少个像素，缺省值为80，1英寸等于2.5cm,A4纸是 21*30cm的纸张\n",
    "'''\n",
    "# 设置画布对象，figsize中对应的单位是英寸，dpi是每英寸有多少像素点\n",
    "plt.figure(figsize=(20, 8), dpi=110)\n",
    "plt.plot(x, y, color='green', alpha=0.5, linestyle='--', linewidth=1.5, marker='o')\n",
    "plt.savefig('t1.png')  # 会虚化\n",
    "plt.savefig('t1.svg')  # 矢量图，保存为svg格式，不会因为放大而模糊"
   ],
   "id": "b702ffab4cac71f4",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[23, 21, 17, 15, 16, 21, 23, 15, 19, 16, 23, 24]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2200x880 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 57
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.5设置刻度",
   "id": "5b9bf41887a3b3a9"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:09:25.687887Z",
     "start_time": "2025-02-26T01:09:25.594199Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(2, 26, 2)  # x轴的元素\n",
    "y = [random.randint(15, 30) for i in x]  # 每有一个x轴元素，y轴对应元素的值为随机数\n",
    "plt.figure(figsize=(20, 8), dpi=120)\n",
    "# 设置x轴的刻度\n",
    "# plt.xticks(range(1,25)) \n",
    "# 设置y轴的刻度\n",
    "# plt.yticks(range(min(y),max(y)+1))\n",
    "\n",
    "# 构造x轴刻度标签\n",
    "x_ticks = range(1, 25)  # x_ticks是设置的刻度位置\n",
    "x_ticks_label = [f\"{i}:00\" for i in x_ticks]  #rotation = 45 让字旋转45度    # 这两的个数需要一致\n",
    "# 三个参数分别是刻度位置，刻度标签，旋转度数\n",
    "plt.xticks(x_ticks, x_ticks_label, rotation=45)\n",
    "# # 设置y轴的刻度标签\n",
    "y_ticks = range(min(y), max(y) + 1)  # 设置y的刻度位置\n",
    "y_ticks_label = [f\"{i}℃\" for i in y_ticks]\n",
    "plt.yticks(y_ticks, y_ticks_label, rotation=45)\n",
    "\n",
    "# 绘 图\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "id": "4617851832421d3c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2400x960 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 58
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 设置中文",
   "id": "c33df469f0e87683"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T13:58:20.666588Z",
     "start_time": "2025-02-26T13:58:20.543416Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import font_manager  # 导入字体管理器\n",
    "\n",
    "my_font = font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simsun.ttc', size=18)  # 设置字体"
   ],
   "id": "e5609b8d5c58395b",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:09:25.748002Z",
     "start_time": "2025-02-26T01:09:25.692916Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# x = range(0, 120)  # 设置x轴的位置\n",
    "# y = [random.randint(10, 30) for i in range(120)]  # 设置y轴的位置\n",
    "# \n",
    "# plt.figure(figsize=(20, 8), dpi=120)  # 设置画布大小\n",
    "# plt.plot(x, y)  # 画图\n",
    "# plt.xlabel('时间', rotation=45, fontproperties=my_font)  # 设置x轴的标签\n",
    "# plt.ylabel(\"次数\", fontproperties=my_font)  # 设置y轴的标签\n",
    "# plt.title('每分钟跳动次数', color='red', fontproperties=my_font)  # 设置标题\n",
    "# plt.show()\n",
    "x = range(0, 120)\n",
    "y = [random.randint(5, 30) for i in x]\n",
    "x_ticks = range(0, 120, 10)\n",
    "y_ticks = range(5, 31, 5)\n",
    "x_labels = [f\"{i}hour\" for i in x_ticks]  # 设置x轴的大刻度标签\n",
    "y_labels = [f\"{i}次\" for i in y_ticks]  # 设置y轴的大刻度标签\n",
    "plt.xticks(x_ticks, x_labels, fontproperties=my_font, rotation=45)  # 设置x轴的标签\n",
    "plt.yticks(y_ticks, y_labels, fontproperties=my_font, rotation=45)\n",
    "plt.plot(x, y)\n",
    "plt.title('每分钟跳动次数', color='red', fontproperties=my_font)\n",
    "plt.xlabel('时间', fontproperties=my_font)  # 设置x轴的标题\n",
    "plt.ylabel(\"次数\", fontproperties=my_font)  # 设置y轴的标题\n",
    "\n",
    "plt.show()"
   ],
   "id": "8fdbc4957a09aec9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 60
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.6一图多线",
   "id": "add6e99f654cc35f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:09:25.841072Z",
     "start_time": "2025-02-26T01:09:25.748511Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "\n",
    "x = range(11, 31)  # # 设置图形\n",
    "plt.figure(figsize=(20, 8), dpi=120)  # 设置画布大小\n",
    "plt.plot(x, y1, color='red', label='自己')\n",
    "plt.plot(x, y2, color='blue', label='同事')\n",
    "# 设置x轴刻度    \n",
    "x_ticks = range(11, 31)  # 设置x轴的刻度位置\n",
    "xtick_labels = ['{}岁'.format(i) for i in x]  # 设置x轴的标签\n",
    "plt.xticks(x, xtick_labels, fontproperties=my_font, rotation=45)  # 设置x轴的标签\n",
    "# 绘制网格（网格也是可以设置线的样式)\n",
    "# alpha=0.4 设置透明度\n",
    "plt.grid(alpha=0.4)\n",
    "\n",
    "#  添加图例(注意：只有在这里需要添加prop参数是显示中文，其他的都用fontproperties) # 设置位置loc : upper left、 lower left、 center left、 upper center\n",
    "plt.legend(prop=my_font, loc='upper right')  # prop参数设置字体,loc参数设置位置\n",
    "\n",
    "# 展示\n",
    "plt.show()"
   ],
   "id": "15f2aca9ea3fae6a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2400x960 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 61
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 7.8 多个子图",
   "id": "1a6b734e1925fe15"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:09:25.942044Z",
     "start_time": "2025-02-26T01:09:25.842078Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "\n",
    "# np.   一般用于生成一系列数字，np.random.rand用于生成一系列随机数\n",
    "x = np.arange(1, 100)  #划分子图\n",
    "fig, axes = plt.subplots(2, 2)  # 分成四个子图 axes\n",
    "ax1 = axes[0, 0]\n",
    "ax2 = axes[0, 1]\n",
    "ax3 = axes[1, 0]\n",
    "ax4 = axes[1, 1]\n",
    "\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)  #作图1\n",
    "ax1.plot(x, x)  # 作 图 2 \n",
    "ax2.plot(x, -x)  #作图3\n",
    "ax3.plot(x, x ** 2)\n",
    "# ax3.grid(color='r', linestyle='--', linewidth=1,alpha=0.3) #作图4\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()  # 释放图形资源"
   ],
   "id": "bd89b9cb90089c83",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Program Files\\Python312\\Lib\\site-packages\\IPython\\core\\pylabtools.py:170: UserWarning: Glyph 8722 (\\N{MINUS SIGN}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 62
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:09:26.033609Z",
     "start_time": "2025-02-26T01:09:25.942044Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1, 100)\n",
    "#新建figure对象\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)  #新建子图1\n",
    "ax1 = fig.add_subplot(2, 2, 1)\n",
    "ax1.plot(x, x)\n",
    "#新建子图2\n",
    "ax2 = fig.add_subplot(2, 2, 2)\n",
    "ax2.plot(x, x ** 2)\n",
    "ax2.grid(color='r', linestyle='--', linewidth=1, alpha=0.3)\n",
    "# 新 建 子 图 3\n",
    "ax4 = fig.add_subplot(2, 2, 3)\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "3ddd24f53a126c5c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 3 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 63
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 8 散点图",
   "id": "24638686fed3b789"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:09:26.098693Z",
     "start_time": "2025-02-26T01:09:26.034616Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "x = range(1, 32)\n",
    "\n",
    "# 设置图形大小\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\"\"\"\n",
    "散点图用来看图标的分布，如果散点图的点密集，则说明数据存在明显的聚集，如果散点图的点分散，则说明数据存在明显的离散。\n",
    "\"\"\"\n",
    "# 使用scatter绘制散点图\n",
    "plt.scatter(x, y, label='3月份')  # label参数设置图例的名称\n",
    "# 调整x轴的刻度\n",
    "xticks_labels = ['3月{}日'.format(i) for i in x]\n",
    "plt.xticks(x[::3], xticks_labels[::3], fontproperties=my_font, rotation=45)  # 步长为3, 显示3月份的日期\n",
    "plt.xlabel(' 日 期 ', fontproperties=my_font)\n",
    "plt.ylabel('温度', fontproperties=my_font)\n",
    "# 图 例\n",
    "plt.legend(prop=my_font, loc='lower right')  # plt.legend(prop=my_font, loc='upper right')用来设置\n",
    "#显示网格线\n",
    "plt.grid(alpha=0.4)\n",
    "plt.show()"
   ],
   "id": "6f6a3643b4bf45d8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 64
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 9 条形图",
   "id": "da4dccef0a96fdc2"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:09:26.170413Z",
     "start_time": "2025-02-26T01:09:26.099698Z"
    }
   },
   "cell_type": "code",
   "source": [
    "a = ['流浪地球', '疯狂的外星人', '飞驰人生', '大黄蜂', '熊出没·原始时代', '新喜剧之王']\n",
    "b = [38.13, 19.85, 14.89, 11.36, 6.47, 5.93]\n",
    "# 合在一起，zip函数可以将两个列表合并成一个元组列表\n",
    "# a, b = zip(*sorted(zip(a, b), key=lambda x: x[1], reverse=True))\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=120)\n",
    "\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3  条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(b)), b, width=0.3, color='r')  # 绘制条形图，参数分别是x轴的位置，y轴的位置，条形的宽度，条形的颜色\n",
    "plt.xticks(range(len(a)), a, fontproperties=my_font, rotation=45)  # 设置x轴的标签\n",
    "# 在条形图上加标注(水平居中)\n",
    "for rect in rects:\n",
    "    height = rect.get_height()  # 获取条形图的高度\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height + 0.3, str(height), ha=\"center\")  # 加标注，ha参数设置水平居中\n",
    "plt.show()"
   ],
   "id": "47867ce803193067",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2400x960 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 65
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:14:43.792735Z",
     "start_time": "2025-02-26T01:14:43.789620Z"
    }
   },
   "cell_type": "code",
   "source": [
    "my_tuple = list(zip(a, b))\n",
    "my_tuple.sort(key=lambda x: x[1], reverse=False)\n",
    "print(my_tuple)"
   ],
   "id": "988f71314594bc6",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[('新喜剧之王', 5.93), ('熊出没·原始时代', 6.47), ('大黄蜂', 11.36), ('飞驰人生', 14.89), ('疯狂的外星人', 19.85), ('流浪地球', 38.13)]\n"
     ]
    }
   ],
   "execution_count": 72
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 10 直方图",
   "id": "68e5e36f3be8ff12"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:18:51.901534Z",
     "start_time": "2025-02-26T01:18:51.816112Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 1）准备数据\n",
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "        119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115, 99,\n",
    "        136, 126, 134, 95, 138, 117, 111, 78, 132, 124, 113, 150, 110, 117, 86, 95, 144,\n",
    "        105, 126, 130, 126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136, 123,\n",
    "        117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127, 105, 120, 107, 129, 116,\n",
    "        108, 132, 103, 136, 118, 102, 120, 114, 105, 115, 132, 145, 119, 121, 112, 139, 125,\n",
    "        138, 109, 132, 134, 156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110, 102, 123,\n",
    "        107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133, 112, 114, 122, 109,\n",
    "        106, 123, 116, 131, 127, 115, 118, 112, 135, 115, 146, 137, 116, 103, 144, 83, 123,\n",
    "        111, 110, 111, 100, 154, 136, 100, 118, 119, 133, 134, 106, 129, 126, 110, 111, 109,\n",
    "        141, 120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126, 114, 140, 103,\n",
    "        130, 141, 117, 106, 114, 121, 114, 133, 137, 92, 121, 112, 146, 97, 137, 105, 98,\n",
    "        117, 112, 81, 97, 139, 113, 134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111,\n",
    "        101, 110, 105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133, 101, 131, 116,\n",
    "        111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111, 111, 133, 150]\n",
    "\n",
    "print(max(time), min(time), max(time) - min(time))\n",
    "# 设置组距\n",
    "distance = 2\n",
    "#计算组数\n",
    "num_bins = int((max(time) - min(time)) / distance)\n",
    "print(num_bins)\n",
    "# 2）绘制直方图\n",
    "plt.figure(figsize=(20, 8), dpi=120)\n",
    "# plt.hist()参数为：数据，组数，柱子的宽度比例\n",
    "plt.hist(time, num_bins, rwidth=1)  # rwidth参数设置直方图柱子的宽度比例\n",
    "# 添加网格显示\n",
    "plt.grid(linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "#添 加 x,  y 轴 描 述 信 息\n",
    "plt.xlabel(\"电影时长大小\", fontproperties=my_font)\n",
    "plt.ylabel(\"电影的数据量\", fontproperties=my_font)\n",
    "# 4）显示图像\n",
    "plt.show()\n"
   ],
   "id": "94f28a42cd51956d",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78 78\n",
      "39\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2400x960 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 78
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 11 饼图",
   "id": "9550f9b82ec06c59"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T01:24:08.704234Z",
     "start_time": "2025-02-26T01:24:08.669683Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分标签\n",
    "size = [55, 35, 10]  # 各部分大小\n",
    "color = [\"red\", \"green\", \"blue\"]  # 各部分颜色\n",
    "explode = [0, 0.05, 0]  # 各部分突出值\n",
    "# 用来正常显示中文标签\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimHei']\n",
    "patches, l_text, p_text = plt.pie(size, explode=explode, colors=color, labels=label_list,\n",
    "                                  labeldistance=1.1, autopct=\"%1.1f%%\", shadow=False, startangle=90, pctdistance=0.6)\n",
    "plt.axis(\"equal\")  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "id": "66d62bb8150fea87",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 89
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
